{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# -*- coding: utf-8 -*-\n",
    "# @author: tongzi\n",
    "# @created date: 2019/10/09\n",
    "# @description: featur engineering\n",
    "# @last modification: 2019/10/9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import Libraries\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 5.5.1贝叶斯分类  \n",
    "贝叶斯公式：  \n",
    "$$ P(L|特征) = \\frac{P(特征|L)P(L)}{P(特征)} $$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "假如需要确定两种标签，定义为 $L_1$ 和 $L_2$ ，一种方法就是计算这两个标签的后验概率的比值：  \n",
    "$$ \\frac{P(L_1|特征)}{P(L_2|特征)} = \\frac{P(特征|L_1)P(L_1)}{P(特征|L_2)P(L_2)} $$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 5.5.2高斯朴素贝叶斯"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import make_blobs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# centers表示数据集的中心个数，\n",
    "# cluster_std表示每个数据的标准差\n",
    "X, y = make_blobs(100, 2, centers=2, random_state=2, cluster_std=1.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x6b19f28>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x6ab5cf8>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X[:, 0], X[:, 1], c=y, s=50, cmap='RdBu')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "一种快速创建简易模型的方法就是假设数据服从高斯分布，且变量无协方差（no\n",
    "covariance，指线性无关）。只要找出每个标签的所有样本点均值和标准差，再定义一个高斯分布，就可以拟合模型了."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#GaussianNB中的NB是Naive Bayes\n",
    "from sklearn.naive_bayes import GaussianNB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GaussianNB(priors=None)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = GaussianNB()\n",
    "model.fit(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "rng = np.random.RandomState(0)\n",
    "Xnew = [-6, -14] + [14, 18] * rng.rand(2000, 2)\n",
    "ynew = model.predict(Xnew)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-5.902170524311957, 7.789182875858786, -13.793829460308247, 3.381339464828492)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x6bbd278>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X[:, 0], X[:, 1], c=y, s=50, cmap='RdBu')\n",
    "lim = plt.axis()\n",
    "plt.scatter(Xnew[:, 0], Xnew[:, 1], c=ynew, s=50, cmap='RdBu', alpha=0.1)\n",
    "plt.axis(lim)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上图中可以看到一个稍显弯曲的曲线。-通常，高斯朴素贝叶斯的边界是二次方曲线。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**贝叶斯主义（Bayesian formalism）的一个优质特性是它天生支持概率分类，我们可以用predict_proba 方法计算样本属于某个标签的概率：**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.89, 0.11],\n",
       "       [1.  , 0.  ],\n",
       "       [1.  , 0.  ],\n",
       "       [1.  , 0.  ],\n",
       "       [1.  , 0.  ],\n",
       "       [1.  , 0.  ],\n",
       "       [0.  , 1.  ],\n",
       "       [0.15, 0.85]])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yprob = model.predict_proba(Xnew)\n",
    "yprob[-8:].round(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2000, 2)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yprob.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 5.5.3多项式朴素贝叶斯  \n",
    "它假设特征是由一个简单多项式分布生成的。多项分布可以描述各种类型样本出现次数的概率，因此多项式朴素贝叶斯非常适合用于描述出现次数或者出现次数比例的特征。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 举例：文本分类"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "多项式朴素贝叶斯通常用于文本分类，其特征都是指待分类文本的单词出现次数或者频\n",
    "次。5.4 节介绍过文本特征提取的方法，这里用 20 个网络新闻组语料库（20 Newsgroupscorpus，约 20 000 篇新闻）的单词出现次数作为特征，演示如何用多项式朴素贝叶斯对这些新闻组进行分类。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import fetch_20newsgroups"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['alt.atheism', 'comp.graphics', 'comp.os.ms-windows.misc', 'comp.sys.ibm.pc.hardware', 'comp.sys.mac.hardware', 'comp.windows.x', 'misc.forsale', 'rec.autos', 'rec.motorcycles', 'rec.sport.baseball', 'rec.sport.hockey', 'sci.crypt', 'sci.electronics', 'sci.med', 'sci.space', 'soc.religion.christian', 'talk.politics.guns', 'talk.politics.mideast', 'talk.politics.misc', 'talk.religion.misc']\n"
     ]
    }
   ],
   "source": [
    "data = fetch_20newsgroups()\n",
    "print(data.target_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# we just select four category news for simplification\n",
    "categories = [ 'talk.religion.misc', 'soc.religion.christian', 'sci.space', \n",
    "             'comp.graphics' ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "train = fetch_20newsgroups(subset='train', categories=categories)\n",
    "test = fetch_20newsgroups(subset='test', categories=categories)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "From: dmcgee@uluhe.soest.hawaii.edu (Don McGee)\n",
      "Subject: Federal Hearing\n",
      "Originator: dmcgee@uluhe\n",
      "Organization: School of Ocean and Earth Science and Technology\n",
      "Distribution: usa\n",
      "Lines: 10\n",
      "\n",
      "\n",
      "Fact or rumor....?  Madalyn Murray O'Hare an atheist who eliminated the\n",
      "use of the bible reading and prayer in public schools 15 years ago is now\n",
      "going to appear before the FCC with a petition to stop the reading of the\n",
      "Gospel on the airways of America.  And she is also campaigning to remove\n",
      "Christmas programs, songs, etc from the public schools.  If it is true\n",
      "then mail to Federal Communications Commission 1919 H Street Washington DC\n",
      "20054 expressing your opposition to her request.  Reference Petition number\n",
      "\n",
      "2493.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(train.data[5])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "为了让这些数据能用于机器学习，需要将每个字符串的内容转换成数值向量。可以创建一个管道，将 TF–IDF 向量化方法（详情请参见 5.4 节）与多项式朴素贝叶斯分类器组合在一起："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.naive_bayes import MultinomialNB\n",
    "from sklearn.pipeline import make_pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = make_pipeline(TfidfVectorizer(), MultinomialNB())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pipeline(memory=None,\n",
       "     steps=[('tfidfvectorizer', TfidfVectorizer(analyzer='word', binary=False, decode_error='strict',\n",
       "        dtype=<class 'numpy.int64'>, encoding='utf-8', input='content',\n",
       "        lowercase=True, max_df=1.0, max_features=None, min_df=1,\n",
       "        ngram_range=(1, 1), norm='l2', preprocessor=None, smooth_i...   vocabulary=None)), ('multinomialnb', MultinomialNB(alpha=1.0, class_prior=None, fit_prior=True))])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.fit(train.data, train.target)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = model.predict(test.data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import confusion_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "mat = confusion_matrix(test.target, labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(91.68,0.5,'Predicted label')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb8b4860>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# sns.heatmap()中：square表示是否将每个单元画成正方形，annot表示是否将\n",
    "# 该单元的数字标注在该单元中，fmt表示该单元的格式化字符串，\n",
    "# cbar表示是否画颜色棒\n",
    "sns.heatmap(mat.T, square=True, annot=True, fmt='d', cbar=False,\n",
    "           xticklabels=train.target_names, yticklabels=train.target_names)\n",
    "plt.xlabel('True label')\n",
    "plt.ylabel('Predicted label')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从图中可以明显看出，虽然用如此简单的分类器可以很好地区分关于宇宙的新闻和关于计算机的新闻，但是宗教新闻和基督教新闻的区分效果却不太好(图中的第三行第四列)。可能是这两个领域本身就容易令人混淆！"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 5.5.4朴素贝叶斯的应用场景  \n",
    "由于朴素贝叶斯分类器对数据有严格的假设，因此它的训练效果通常比复杂模型的差。其优点主要体现在以下四个方面。  \n",
    "• 训练和预测的速度非常快。  \n",
    "• 直接使用概率预测。  \n",
    "• 通常很容易解释。  \n",
    "• 可调参数（如果有的话）非常少。  \n",
    "  \n",
    "  \n",
    "朴素贝叶斯分类器非常适合用于以下应用场景。  \n",
    "**• 假设分布函数与数据匹配（实际中很少见）。  \n",
    "• 各种类型的区分度很高，模型复杂度不重要。  \n",
    "• 非常高维度的数据，模型复杂度不重要。**  \n",
    "\n",
    "后面两条看似不同，其实彼此相关：随着数据集维度的增加，任何两点都不太可能逐渐靠近（毕竟它们得在每一个维度上都足够接近才行）。也就是说，在新维度会增加样本数据信息量的假设条件下，高维数据的簇中心点比低维数据的簇中心点更分散。因此，随着数据维度不断增加，像朴素贝叶斯这样的简单分类器的分类效果会和复杂分类器一样，甚至更好——只要你有足够的数据，简单的模型也可以非常强大。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
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